Predictive Analytics
(การวิเคราะห์เชิงทำนาย)
Definition
Predictive Analytics (การวิเคราะห์เชิงทำนาย) Hard Skill
Predictive Analytics involves using statistical techniques, machine learning, and data mining to analyze current and historical data in order to make forecasts about future events or behaviors.
Expertise Level
Level 1
Basic
1. Understands fundamental concepts of predictive analytics.
2. Can use basic statistical tools and software to analyze data.
3. Able to interpret simple predictive models and results.
Level 2
Intermediate
1. Can build and validate predictive models using multiple data sources.
2. Applies machine learning algorithms to improve prediction accuracy.
3. Interprets complex model outcomes to support decision-making.
Level 3
Advanced
1. Designs advanced predictive analytics frameworks integrating big data and AI.
2. Leads projects that use predictive analytics for strategic business decisions.
3. Continuously optimizes models through experimentation and cutting-edge techniques.
